The Lab

AlgoStrategy Lab

Understand it. Code it. Backtest it. Educational trading research, honestly reported.

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AlgoStrategy

Why Most Backtests Lie

Backtests fail in a consistent direction — optimistic. Here are the five structural reasons, with a detection method for each. Educational research only.

IntermediateDifficulty: Intermediate2 min readPython · Polars

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